# Scene Text Recognition on COCO-Text Irregular

Source: [Scene Text Recognition on COCO-Text Irregular](<https://www.sota2.com/research/sota/scene-text-recognition-on-coco-text-irregular>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:08:59.905Z

Evaluation of Scene Text Recognition performance on the COCO-Text Irregular dataset, assessed using metrics like Word Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Scene Text Recognition |
| Dataset (including any stated split) | COCO-Text Irregular |
| Metric | Word Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Word Accuracy](<https://www.sota2.com/research/sota/scene-text-recognition-on-coco-text-irregular.md?metric=Word%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Word Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MAERec | 78.84 | Not recorded | 68fa72ac1e209131cea57c23 |
| E2STR-ICL | 78.38 | Not recorded | 68fa72ac1e209131cea57c23 |
| E2STR-base | 77.29 | Not recorded | 68fa72ac1e209131cea57c23 |
| SATRN | 73.06 | Not recorded | 68fa72ac1e209131cea57c23 |
| ABINet | 71.46 | Not recorded | 68fa72ac1e209131cea57c23 |
| SAR | 67.41 | Not recorded | 68fa72ac1e209131cea57c23 |
| NRTR | 65.94 | Not recorded | 68fa72ac1e209131cea57c23 |
| ASTER | 62.25 | Not recorded | 68fa72ac1e209131cea57c23 |

### MAERec

Word Accuracy: 78.84. Result ID: 699268613a6c3148490ebf47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fa.md>)

Recorded evaluation configuration: {"Venue":"ICCV'23"}. This record does not assert independent reproduction.

### E2STR-ICL

Word Accuracy: 78.38. Result ID: 699268613a6c3148490ebf49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Implementation](<https://github.com/bytedance/E2STR>)

Recorded evaluation configuration: {"inference\_mode":"in-context learning"}. This record does not assert independent reproduction.

### E2STR-base

Word Accuracy: 77.29. Result ID: 699268613a6c3148490ebf48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Implementation](<https://github.com/bytedance/E2STR>)

Recorded evaluation configuration: {"inference\_mode":"non-context inference"}. This record does not assert independent reproduction.

### SATRN

Word Accuracy: 73.06. Result ID: 699268613a6c3148490ebf45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667f1e209131cea10ac8.md>)

Recorded evaluation configuration: {"Venue":"AAAI'20"}. This record does not assert independent reproduction.

### ABINet

Word Accuracy: 71.46. Result ID: 699268613a6c3148490ebf46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea227bf.md>)

[Implementation](<https://github.com/FangShancheng/ABINet>)

Recorded evaluation configuration: {"Venue":"CVPR'21"}. This record does not assert independent reproduction.

### SAR

Word Accuracy: 67.41. Result ID: 699268613a6c3148490ebf44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65861e209131cea0ad98.md>)

[Implementation](<https://tinyurl.com/ShowAttendRead>)

Recorded evaluation configuration: {"Venue":"AAAI'19"}. This record does not assert independent reproduction.

### NRTR

Word Accuracy: 65.94. Result ID: 699268613a6c3148490ebf43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667f1e209131cea10a7c.md>)

Recorded evaluation configuration: {"Venue":"ICDAR'19"}. This record does not assert independent reproduction.

### ASTER

Word Accuracy: 62.25. Result ID: 699268613a6c3148490ebf42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

Recorded evaluation configuration: {"Venue":"PAMI'18"}. This record does not assert independent reproduction.

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